How to delete records without a delete page?

I have a dynamic table that displays all the records in a database.  I'm using MySQL and PHP.  I have created a last column that has a delete link in it.  I'd simply like the delete link to delete the row of info that it sits on, and then reload the page.  I dont need the user to sort through which record to delete, or got to a seperate page to confirm.  Any good tutoirals out there about how to do this in dreamweaver?